{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use OSMnx to get street networks by place name\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Documentation](https://osmnx.readthedocs.io/)\n",
    "  - [Journal article and citation info](https://geoffboeing.com/publications/osmnx-paper/)\n",
    "  - [Code repository](https://github.com/gboeing/osmnx)\n",
    "  - [Examples gallery](https://github.com/gboeing/osmnx-examples)\n",
    "  \n",
    "Once you've perused the features demo and overview notebooks, this notebook provides further demonstration of querying by place name with OSMnx."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:07:42.037614600Z",
     "start_time": "2025-03-08T08:07:41.930596800Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "'2.0.1'"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import osmnx as ox\n",
    "\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OSMnx lets you download street network data and build topologically corrected multidigraphs, project to UTM and plot the networks, and save the street network as SVGs, GraphML files, or GeoPackages for later use. The street networks are directed and preserve one-way directionality. API responses can be cached locally so OSMnx doesn't have to request the same data from the API multiple times: saving bandwidth, increasing speed, and enabling reproducibility.\n",
    "\n",
    "You can download a street network by providing OSMnx any of the following:\n",
    "  - a bounding box\n",
    "  - a lat-long point plus a distance (either distance along the network, or cardinal)\n",
    "  - an address plus a distance (either distance along the network, or cardinal)\n",
    "  - a place name or list of place names (for OSMnx to automatically geocode and get the boundary of)\n",
    "  - a polygon of the desired street network's boundaries\n",
    "\n",
    "You can also specify several different built-in network types:\n",
    "  - `drive` - get drivable public streets (but not service roads)\n",
    "  - `drive_service` - get drivable streets, including service roads\n",
    "  - `walk` - get all streets and paths that pedestrians can use (this network type ignores one-way directionality)\n",
    "  - `bike` - get all streets and paths that cyclists can use\n",
    "  - `all` - download all non-private OSM streets and paths\n",
    "  - `all_private` - download all OSM streets and paths, including private-access ones\n",
    "\n",
    "Or you can define your own fine-tuned network type using OSMnx's `custom_filter` parameter (to get just highways, or railways, canals, etc).\n",
    "\n",
    "## 1. Query/download place boundaries\n",
    "\n",
    "The `graph_from_place` function uses place boundary geocoding logic to find the network within your place's boundary. Let's look briefly at this place boundary querying before we get to street networks. You can download by cities, neighborhoods, boroughs, counties, states, or countries: anything with geocodable polygon boundaries in OSM's database. Notice the polygon geometries represent political boundaries, not physical/land boundaries. OSMnx will turn your geocoded place (or multiple places) boundaries into a geopandas GeoDataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:07:53.108386900Z",
     "start_time": "2025-03-08T08:07:42.041604700Z"
    }
   },
   "outputs": [],
   "source": [
    "# neighborhoods or boroughs\n",
    "gdf = ox.geocoder.geocode_to_gdf(\"Manhattan, New York, New York, USA\")\n",
    "\n",
    "# counties\n",
    "gdf = ox.geocoder.geocode_to_gdf(\"Cook County, Illinois, United States\")\n",
    "\n",
    "# states\n",
    "gdf = ox.geocoder.geocode_to_gdf(\"Iowa\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:08:36.913475700Z",
     "start_time": "2025-03-08T08:07:53.111386400Z"
    }
   },
   "outputs": [],
   "source": [
    "# you can get multiple countries in a single query\n",
    "gdf = ox.geocoder.geocode_to_gdf([\"United Kingdom\", \"Ireland\"])\n",
    "\n",
    "# or multiple cities\n",
    "places = [\n",
    "    \"Berkeley, California, USA\",\n",
    "    \"Oakland, California, USA\",\n",
    "    \"Piedmont, California, USA\",\n",
    "    \"Emeryville, California, USA\",\n",
    "    \"Alameda, Alameda County, CA, USA\",\n",
    "]\n",
    "gdf = ox.geocoder.geocode_to_gdf(places)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `geocode_to_gdf` function takes a `which_result` argument. Its default value `None` makes OSMnx retrieve the first result with geometry type Polygon/MultiPolygon (if one exists on OSM). Alternatively, pass an integer value as `which_result` to retrieve a specific geocoding result, regardless of its geometry type.\n",
    "\n",
    "When querying, be specific and explicit, and sanity check the results. Try passing a dict instead of a string to be more explicit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:08:42.234851200Z",
     "start_time": "2025-03-08T08:08:36.914473900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "np.float64(0.02792125693073974)"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# oops, this gets the county of alameda rather than the city!\n",
    "alameda1 = ox.geocoder.geocode_to_gdf(\"Alameda, California, USA\")\n",
    "\n",
    "# this gets the city of alameda\n",
    "alameda2 = ox.geocoder.geocode_to_gdf(\n",
    "    {\n",
    "        \"city\": \"Alameda\",\n",
    "        \"county\": \"Alameda County\",\n",
    "        \"state\": \"California\",\n",
    "        \"country\": \"USA\",\n",
    "    }\n",
    ")\n",
    "\n",
    "# the city is a very small part of the county\n",
    "alameda1 = ox.projection.project_gdf(alameda1)\n",
    "alameda2 = ox.projection.project_gdf(alameda2)\n",
    "alameda2.area.iloc[0] / alameda1.area.iloc[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OSM resolves 'Mexico' to Mexico City (as the first geocoding result) and returns a single point at the center of the city. If we want the boundaries of the country of Mexico, we can 1) specify which_result=None to find the first polygon and hope it's the country, or 2) pass a dict containing a structured query to specify that we want Mexico the country instead of Mexico the city."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:02.569285100Z",
     "start_time": "2025-03-08T08:08:42.234851200Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "shapely.geometry.polygon.Polygon"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mexico = ox.geocoder.geocode_to_gdf(\"Mexico\", which_result=2)\n",
    "type(mexico[\"geometry\"].iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:07.307618500Z",
     "start_time": "2025-03-08T08:09:02.570282400Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "shapely.geometry.multipolygon.MultiPolygon"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let the geocoder find the first Polygon/MultiPolygon result\n",
    "mexico = ox.geocoder.geocode_to_gdf(\"Mexico\", which_result=None)\n",
    "type(mexico[\"geometry\"].iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:12.508986300Z",
     "start_time": "2025-03-08T08:09:07.302616900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "shapely.geometry.multipolygon.MultiPolygon"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# instead of a string, you can pass a dict containing a structured query for better precision\n",
    "mexico = ox.geocoder.geocode_to_gdf({\"country\": \"Mexico\"})\n",
    "type(mexico[\"geometry\"].iloc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:22.471689100Z",
     "start_time": "2025-03-08T08:09:12.510984900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# you can pass multiple queries with mixed types (dicts and strings)\n",
    "mx_gt_tx = ox.geocoder.geocode_to_gdf([{\"country\": \"Mexico\"}, \"Guatemala\", {\"state\": \"Texas\"}])\n",
    "mx_gt_tx = ox.projection.project_gdf(mx_gt_tx)\n",
    "ax = mx_gt_tx.plot(fc=\"gray\", ec=\"w\")\n",
    "_ = ax.axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you query 'France', OSM returns the country with all its overseas territories as result 1 and Metropolitan France alone as later down the results. Passing `which_result` can help you specifically retrieve the desired geocoding result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:28.861136100Z",
     "start_time": "2025-03-08T08:09:22.473685500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAANgAAAGFCAYAAACfRz1wAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAADDdJREFUeJzt3c9PHPUfx/HX8Hv5VUqWUkCQKhJLqibtQQ8mXtST8aoHjZcePfuHePZk0kQTY6LpwZgmxkZCCG1qi1IF2gQoroLIQmGX/TnfgymKtX5ZymsHdp6PG+zs8E7Kk8/M7O40CMMwFACLuqgHAGoZgQFGBAYYERhgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRGGBEYIARgQFGBAYYERhgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRGGBEYIDRoQVWLpd16dIlpVKpw9olcOwdWmBBEKivr0+JROKwdgkcewH3pgd8OAcDjAgMMCIwwIjAACMCA4wIDDAiMMCIwAAjAgOMCAwwIjDAiMAAIwIDjAgMMCIwwIjAACMCA4wIDDAiMMCIwAAjAgOMCAwwIjDAiMAAIwIDjAgMMCIwwIjAACMCA4wIDDAiMMCIwAAjAgOMCAwwIjDAiMAAIwIDjAgMMCIwwIjAACMCA4wIDDAiMMCIwAAjAgOMCAwwIjDAiMAAIwIDjAgMMCIwwIjAACMCA4wIDDAiMMCIwAAjAgOMCAwwIjDAiMAAIwIDjAgMMCIwwIjAACMCA4wIDDAiMMCIwAAjAgOMCAwwIjDAiMAAIwIDjAgMMCIwwIjAACMCA4wIDDAiMMCIwAAjAgOMCAwwIjDAiMAAIwIDjAgMMCIwwIjAACMCq5Lbt28rk8lEPQaqLAjDMIx6iDjIZDJqbW2NegxUGYEBRhwiAkYEBhgRGGBEYIARgQFGBAYYERhgRGDYlclkxMuih4vAsOvTTz/Vl19+qa2trahHqRm8kyPmwjDU119/rWw2q5s3b0qSEomExsbGNDIyopGRETU0NEQ85fFFYDG1vr6uq1evanV1Vb///rtyudxD27S0tOiDDz5QEAQRTFgb+NMUU8ViUQsLC1pfX3/kNsPDw8T1mDgHi6menh69//77On/+/CO3uXDhQhUnqk0EFmN1dXV64403dObMmX99/JtvvqnyRLWHwGIuCAI98cQT//pYLpdTqVSq8kS1hcDwyE9ar62t6caNG8rlcsrn81WeqjZwkQMaGBjQ/Py8SqWStra29Morr6ivr0+rq6s6f/68Ll++rIGBAc7JDoDL9NhjZWVFJ0+eVGNj4+73vv32W/X29urZZ5+NcLLjicAAI87BACMCA4wIDDAiMMCIwAAjAgOMCAwwqvnAtra2+IQuIlPzgTU3N2tqairqMRBTvJMDMKr5FQyIUiwCm5qa4jARkYjFx1UmJia0ubmpoaEh9fb2Rj0OYiQW52CFQkGrq6vq7++PehTETCwOEcfHx9XZ2Rn1GIihWAQ2PT2te/fuRT0GYigWh4j5fF6NjY3c4w9VF4vAgKjE4hARiAqBAUYEBhgRGGBEYIARgQFGBAYYERhgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRmKQ7d+7oq6++0v3796MeBTUm9h+4XF9f10cffaRMJqPGxka99dZbevrpp6MeCzUi9ivYysqKMpmMpD/vPnXp0iUtLCxEPBVqRewDO3XqlBoa9t4eMpFIRDQNak3sA+vo6FBHR8fu16+//rpOnToV4USoJbEPbGlpSevr65Kk/v5+vfTSSxFPhFoS+4sct27dUl1dnTY3NzU6OqpkMhn1SKghsQ8McIr9ISLgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRGGBEYIARgQFGBAYYERhgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRGGKjVCppeXm5qj+TwFCzyuWyxsfHd78Ow1B1ddX9lScw1KxCoaClpSU9uDNhQ0OD+vr6qjoD90UEjFjBACMCA4wIDDAiMNSMn376KeoRHsJFDsCIFQwwIjDAiMBw7KRSKdu+y+WyZmZmDm1/BIZj55//af1hqqur0+Dg4OHt79D2BFRJQ0ODdRXr6Og4tH1xFREwYgUDjAgMMCIwwIjAACMCA4wIDLG3ubmpDz/8UL/99tuh75vAEHuJRELd3d1yvGLF62CAESsYYERggBGBAUYEBhgRGGBEYIARgQFGBAYYERhgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRGGBEYIARgQFGBAYYERhgRGCAEYHhSJqenlapVIp6jMdGYDiSOjo6lE6nox7jsREYjqTBwUHNzc1FPcZj486+gBErGGBEYIARgQFGBAYYERhgRGCAEYEBRgQGGBEYYERggBGBAUYEhmNnZ2cn6hH2rSHqAYD9unHjhr7//nuVSiVdvHgx6nH2hRUMx0Zzc7OWl5fV1dUV9Sj7xgqGY2NsbEyJREKtra1Rj7JvfB4MsbW6uqq2tjZrsBwiIpauXbumcrls/zmsYIARKxhgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRGGBEYIARgQFGBAYYERhgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRGGBEYIARgQFGBAYYERhgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRGGBEYIARgQFGBAYYERhgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRGGBEYIARgQFGBAYYERhgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRGGBEYIARgQFGBAYYERhgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRGGBEYFWwuLgY9QiICIFVKJvNqlgsVvScoaEhzc7OmibCUUZgFdrc3NQXX3xR8fNGR0cN0+CoC8IwDKMe4rgpFApqbGxUOp1WoVBQT09P1CPhiGqIeoDjplgsKpPJaG1tTWfOnIl6HBxxHCJWqFgsamVlRb/88ouCIFAQBPrxxx+jHgtHFCtYhVpaWvTMM8+oq6tr93vpdFrSX4eO/yWdTu95LmobK9gBPTjvunnzpgYGBiRJd+7c+b/Py+fzkv6MEbWPixyHoFwuq65u/3+rwjDUwsKChoeHfUPhSGAFq9C1a9d2Dwmz2awuX76sUqmku3fv7m6ztbWliYmJR+4jCAINDw8rm81qZWVFa2tr7rEREQKr0IULF5RKpSRJOzs7SiaTamxsVC6X2z1EbG9v1wsvvKB8Pq9cLvfIfSUSCfX09Kitra0qs6P6CKxCQRDo7Nmz2t7eVnt7u1588UWFYah79+6pUChoe3tbktTa2qpCofCfgT3YX0tLiyTthovaQWAHlMlklM/nFQSB1tbWlEgk1Nraqlu3bimbzUqS2tra1NnZue999vX1ucY9sHw+r/n5eV29elWPOl3PZDIql8tVnux4ILAD+vuhXTKZ1NmzZ1VfX6+VlRXdvn1bko7lL10YhlpcXNy9ypnNZtXU1KTr16/rs88+08bGxkPPWVxc1NTU1O4VUvyFq4iPaWZmRqdPn1Z3d7fu3r2rK1euKJlMKp1O69y5cxoZGVF3d7dyuZw2Nze1vLys559/vqKrjlEqlUr6+OOPNTw8rFQqpaWlJb399tt68skn92yXyWS0s7Oj7u7uiCY9mo7Hv/IR9GCVGhsbU7FYVLFY1MzMjF599VWdO3dOYRhqcnJyN6Tm5mb19PRoY2NDc3Nz+uOPP6Icf9/q6+v17rvvqqurS8PDw3rttdf0+eefa3V1dc92P/zwg7777ruIpjy6WMEOKAxDBUHwyMcnJiY0NTWl7e1tXbx4Uc3NzWpvb1ehUFBTU5M++eQTvfzyyxocHNTGxoZOnDhRxekPJpvNqqWlRZOTk5qfn9c777yz+9ivv/6qpqYmVrB/YAU7oL/HNT4+vud86/79+wrDUO+9956ee+45XblyRdPT05L+XMmCINCbb765+3pauVzW3NxcVec/iEQioXK5rNHRUTU1Ne256PHgMBl7sYKZLC0tKZVKKZlMqre3Vz///LNOnz6t/v7+h7YtFotaW1tTb29vBJPCicAAIw4RASMCq9Ds7OxDV9COi397DQteBFah+vp6TU5ORj1GRf5+MQXVRWAV6unp0dDQkK5fv17x3aWi8mDOkydPRjxJ/BBYhTo7O9Xe3q7Z2dl9fcDyKEgmk1GPEFvcMuAAnnrqKZ04cYJ3v+P/4jL9AT14x3wikYh4EhxlBAYYcQ4GGBEYYERggBGBAUYEBhgRGGBEYIARgQFGBAYYERhgRGCAEYEBRgQGGBEYYERggBGBAUYEBhgRGGBEYIARgQFGBAYYERhgRGCAEYEBRgQGGP0P+QArkoYO9N4AAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "france = ox.geocoder.geocode_to_gdf(\"France\")\n",
    "france = ox.projection.project_gdf(france)\n",
    "ax = france.plot(fc=\"gray\", ec=\"none\")\n",
    "_ = ax.axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, note that you can also retrieve an element by its OSM ID rather, than trying to geocode a place name, by passing `by_osmid=True` to the function. See documentation for usage details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:34.784555100Z",
     "start_time": "2025-03-08T08:09:28.862143700Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "france = ox.projection.project_gdf(ox.geocoder.geocode_to_gdf(\"R1403916\", by_osmid=True))\n",
    "ax = france.plot(fc=\"gray\", ec=\"none\")\n",
    "_ = ax.axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Get street networks by place name\n",
    "\n",
    "This \"by place\" querying logic works the same as the place boundary querying we just saw above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:09:46.261364300Z",
     "start_time": "2025-03-08T08:09:34.788554500Z"
    }
   },
   "outputs": [],
   "source": [
    "# get the walking network for piedmont\n",
    "G = ox.graph.graph_from_place(\"Piedmont, California, USA\", network_type=\"walk\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:10:03.690595100Z",
     "start_time": "2025-03-08T08:09:46.261364300Z"
    }
   },
   "outputs": [],
   "source": [
    "# or get the walking network within a 500 meter buffer of piedmont\n",
    "gdf = ox.geocoder.geocode_to_gdf(\"Piedmont, CA, USA\")\n",
    "polygon = ox.utils_geo.buffer_geometry(gdf.iloc[0][\"geometry\"], 500)\n",
    "G = ox.graph.graph_from_polygon(polygon, network_type=\"walk\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:10:23.355989800Z",
     "start_time": "2025-03-08T08:10:03.645600Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a network from multiple places\n",
    "places = [\n",
    "    \"Piedmont, California, USA\",\n",
    "    {\"city\": \"Berkeley\", \"state\": \"California\"},\n",
    "    \"Emeryville, California, USA\",\n",
    "]\n",
    "\n",
    "# use retain_all to keep all disconnected subgraphs (e.g. if your places aren't contiguous)\n",
    "G = ox.graph.graph_from_place(places, network_type=\"drive\", retain_all=True)\n",
    "fig, ax = ox.plot.plot_graph(G, node_size=0, edge_color=\"#FFFF5C\", edge_linewidth=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:10:47.803706300Z",
     "start_time": "2025-03-08T08:10:23.354979600Z"
    }
   },
   "outputs": [],
   "source": [
    "# or create a network from structured place queries\n",
    "places = [\n",
    "    {\"city\": \"Daly City\", \"state\": \"California\"},\n",
    "    {\"city\": \"South San Francisco\", \"state\": \"California\"},\n",
    "]\n",
    "G = ox.graph.graph_from_place(places, network_type=\"drive\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:11:10.353296200Z",
     "start_time": "2025-03-08T08:10:47.804713900Z"
    }
   },
   "outputs": [],
   "source": [
    "# get the network for the borough of manhattan\n",
    "G = ox.graph.graph_from_place(\"Manhattan, New York, New York, USA\", network_type=\"drive\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:11:21.210060300Z",
     "start_time": "2025-03-08T08:11:10.357293400Z"
    }
   },
   "outputs": [],
   "source": [
    "# get the network for a neighborhood\n",
    "place = \"Chinatown, San Francisco, California\"\n",
    "G = ox.graph.graph_from_place(place, network_type=\"drive\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:12:56.186757800Z",
     "start_time": "2025-03-08T08:11:21.193059Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 1min 4s\n",
      "Wall time: 1min 34s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# get the network for all of LA\n",
    "# takes a couple minutes to do all the downloading and processing\n",
    "# retain_all=True means we'll keep all the disconnected graph components\n",
    "# simplify=False means we won't simplify the graph topology\n",
    "place = \"Los Angeles, California, USA\"\n",
    "G = ox.graph.graph_from_place(place, network_type=\"drive\", simplify=False, retain_all=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:13:23.511680400Z",
     "start_time": "2025-03-08T08:12:56.189755400Z"
    }
   },
   "outputs": [],
   "source": [
    "# create a network constrained to the shape of hong kong island\n",
    "G = ox.graph.graph_from_place(\"Hong Kong Island\", network_type=\"drive\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T08:13:23.568685900Z",
     "start_time": "2025-03-08T08:13:23.461676500Z"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
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